highspeed-fmriprep/fmriprep/sub-10/figures/sub-10_ses-01_task-highspeed_rec-prenorm_run-01_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#pfa5bb499ad)" d="M 18.697188 23.252259 
L 372.281346 23.252259 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#pfa5bb499ad)" d="M 18.697188 23.563981 
L 19.365589 23.996151 
L 20.03399 24.156262 
L 20.702391 23.985287 
L 21.370792 23.966439 
L 22.039193 23.745514 
L 23.375995 24.333173 
L 24.712797 24.382192 
L 26.049599 24.156076 
L 26.718 24.458886 
L 28.054802 24.445361 
L 29.391604 24.450376 
L 30.060005 24.043735 
L 32.065209 24.003433 
L 32.73361 24.043242 
L 33.402011 24.421891 
L 34.738813 24.381371 
L 35.407214 24.021613 
L 36.744016 24.090443 
L 38.080818 23.833455 
L 39.41762 23.728419 
L 40.754422 23.866923 
L 41.422823 23.899284 
L 42.091224 23.788422 
L 42.759626 24.091418 
L 44.096428 23.967063 
L 44.764829 23.595839 
L 45.43323 23.753991 
L 47.438433 23.658603 
L 48.775235 23.341348 
L 50.112037 23.797129 
L 51.448839 23.508545 
L 52.785641 23.604272 
L 54.790845 24.202094 
L 55.459246 23.86401 
L 56.127647 24.000827 
L 58.13285 23.905352 
L 58.801251 23.895408 
L 59.469652 24.157007 
L 61.474855 23.803141 
L 62.143256 23.976427 
L 62.811657 23.925305 
L 63.480058 24.140437 
L 64.148459 23.89543 
L 64.81686 23.853967 
L 65.485261 23.624828 
L 66.822064 24.132804 
L 68.158866 24.022445 
L 68.827267 24.154433 
L 69.495668 24.063776 
L 70.164069 24.158222 
L 70.83247 24.0164 
L 71.500871 24.020825 
L 72.169272 23.797052 
L 72.837673 23.743729 
L 73.506074 23.821715 
L 74.174475 23.781238 
L 74.842876 23.951512 
L 76.179678 23.90752 
L 76.848079 24.184287 
L 78.184881 24.027209 
L 78.853283 24.136976 
L 79.521684 24.043253 
L 80.190085 24.172843 
L 80.858486 23.985593 
L 81.526887 24.118983 
L 82.195288 23.804236 
L 83.53209 23.48317 
L 84.200491 23.10071 
L 84.868892 23.388538 
L 87.542496 24.024022 
L 88.210897 24.019258 
L 89.547699 23.728901 
L 90.884502 23.520449 
L 92.221304 24.045225 
L 92.889705 24.132957 
L 94.894908 23.806273 
L 95.563309 23.507264 
L 98.236913 23.908747 
L 98.905314 23.942992 
L 99.573715 24.178822 
L 100.910517 23.921856 
L 102.247319 23.77447 
L 104.252523 23.899109 
L 104.920924 23.70933 
L 105.589325 23.660125 
L 106.926127 23.848009 
L 107.594528 23.704599 
L 108.93133 24.083106 
L 109.599731 24.154357 
L 110.936533 23.948895 
L 112.273335 23.37648 
L 114.278538 23.469546 
L 114.94694 23.821375 
L 116.283742 23.856946 
L 116.952143 23.898441 
L 117.620544 23.811289 
L 118.957346 23.991376 
L 119.625747 23.763507 
L 120.294148 24.136067 
L 121.63095 24.233558 
L 123.636153 23.837375 
L 124.972955 23.632593 
L 126.309757 23.853989 
L 126.978159 23.754867 
L 127.64656 23.475603 
L 128.314961 23.498042 
L 129.651763 23.065895 
L 131.656966 23.557082 
L 132.325367 23.83018 
L 133.662169 23.878969 
L 134.998971 23.652963 
L 135.667372 23.751526 
L 136.335773 23.690724 
L 137.004174 23.45405 
L 140.34618 23.662184 
L 141.014581 23.883569 
L 143.019784 23.751866 
L 144.356586 23.86424 
L 145.024987 24.057972 
L 146.361789 23.832305 
L 148.366992 23.745153 
L 149.035393 23.557892 
L 149.703794 23.675643 
L 150.372195 23.428708 
L 151.040597 23.815878 
L 151.708998 23.708366 
L 153.0458 23.641069 
L 155.719404 23.548682 
L 156.387805 23.298516 
L 157.056206 22.891733 
L 157.724607 23.207575 
L 158.393008 23.660224 
L 159.72981 24.026059 
L 161.066612 23.916281 
L 161.735013 23.902877 
L 162.403414 23.66709 
L 163.071816 23.714521 
L 163.740217 23.943102 
L 164.408618 24.036157 
L 165.077019 23.82293 
L 167.082222 23.832206 
L 169.087425 24.172186 
L 169.755826 23.927419 
L 171.092628 23.889209 
L 172.42943 23.71566 
L 173.097831 23.768677 
L 173.766232 23.470795 
L 175.771436 23.677144 
L 177.108238 23.61955 
L 177.776639 23.731518 
L 178.44504 23.442584 
L 179.113441 23.682181 
L 180.450243 23.802013 
L 181.787045 23.668689 
L 183.123847 23.52276 
L 183.792248 24.000093 
L 185.797451 24.042815 
L 189.139457 23.90936 
L 189.807858 24.144949 
L 192.481462 23.575831 
L 194.486665 23.858041 
L 198.497071 23.712309 
L 199.165473 23.645855 
L 200.502275 23.989164 
L 201.839077 23.764548 
L 202.507478 23.439353 
L 203.175879 23.359516 
L 204.512681 23.644738 
L 205.181082 23.796121 
L 205.849483 23.689847 
L 207.186285 23.821288 
L 207.854686 23.953144 
L 208.523087 23.83202 
L 209.191488 23.930091 
L 209.859889 23.887742 
L 210.52829 23.69299 
L 211.865093 23.640084 
L 212.533494 24.072056 
L 213.201895 24.236427 
L 213.870296 24.231466 
L 214.538697 23.950877 
L 217.212301 23.719077 
L 218.549103 24.002229 
L 219.217504 23.868795 
L 219.885905 23.518916 
L 222.559509 23.988014 
L 223.227911 23.847418 
L 223.896312 24.036617 
L 224.564713 23.764592 
L 226.569916 23.448739 
L 227.238317 23.546536 
L 227.906718 23.409182 
L 228.575119 23.495293 
L 229.24352 23.341501 
L 229.911921 23.510363 
L 230.580322 23.819908 
L 231.248723 23.672664 
L 231.917124 23.868412 
L 232.585525 23.948063 
L 233.253926 23.782618 
L 233.922327 24.053624 
L 235.25913 24.310328 
L 235.927531 24.204471 
L 236.595932 23.635484 
L 237.264333 23.421699 
L 238.601135 23.430789 
L 239.937937 23.796066 
L 243.279942 24.077028 
L 245.285145 23.299382 
L 245.953546 23.397967 
L 246.621947 23.720621 
L 247.290349 23.736172 
L 248.627151 23.960438 
L 249.295552 23.976307 
L 250.632354 23.791828 
L 251.969156 23.966538 
L 253.974359 24.088319 
L 255.311161 23.955663 
L 256.647963 24.171561 
L 257.316364 24.246568 
L 257.984765 24.111459 
L 258.653166 23.814903 
L 259.321568 23.968356 
L 260.65837 23.654989 
L 261.995172 23.614523 
L 262.663573 23.76929 
L 263.331974 23.651506 
L 264.000375 23.683167 
L 265.337177 23.360809 
L 268.010781 23.206874 
L 269.347583 23.359637 
L 270.015984 23.299414 
L 272.021188 23.539286 
L 272.689589 23.73396 
L 273.35799 23.444391 
L 274.026391 23.444752 
L 274.694792 23.724301 
L 275.363193 23.599245 
L 276.031594 23.691775 
L 276.699995 23.657825 
L 280.710401 24.186258 
L 281.378802 23.961697 
L 282.047203 23.410682 
L 282.715604 23.313093 
L 283.384006 23.413179 
L 284.720808 23.2043 
L 286.726011 23.201048 
L 287.394412 23.657245 
L 288.731214 23.809175 
L 289.399615 23.709626 
L 290.068016 23.421809 
L 292.74162 23.871643 
L 293.410021 23.899733 
L 294.746823 23.491176 
L 295.415225 23.625069 
L 296.083626 23.599618 
L 297.420428 23.768775 
L 298.088829 23.75778 
L 298.75723 23.527162 
L 300.094032 23.384552 
L 302.099235 23.631815 
L 305.44124 23.608697 
L 306.109641 23.292471 
L 308.114845 23.127497 
L 308.783246 23.530448 
L 309.451647 23.760036 
L 310.120048 23.806164 
L 310.788449 23.603856 
L 311.45685 23.541914 
L 312.125251 23.327155 
L 312.793652 23.429201 
L 313.462053 23.353088 
L 314.130454 23.461245 
L 314.798855 23.771064 
L 315.467256 23.727904 
L 316.135657 23.418063 
L 317.472459 23.445442 
L 318.809261 23.608083 
L 320.146064 23.616275 
L 320.814465 23.893327 
L 321.482866 23.703548 
L 322.151267 23.974346 
L 323.488069 24.082964 
L 324.824871 23.503179 
L 325.493272 23.565931 
L 326.161673 23.454006 
L 328.835277 23.835317 
L 330.172079 23.32491 
L 330.84048 23.172201 
L 331.508882 23.385844 
L 332.177283 23.23767 
L 332.845684 23.357392 
L 334.850887 23.390411 
L 335.519288 23.436549 
L 336.187689 23.626055 
L 336.85609 23.58905 
L 337.524491 23.323234 
L 338.861293 23.293785 
L 340.198095 23.014412 
L 341.534897 22.986934 
L 343.540101 23.934636 
L 344.876903 24.086315 
L 346.213705 23.661417 
L 347.550507 23.400826 
L 348.218908 23.41469 
L 348.887309 23.620393 
L 350.224111 23.274587 
L 352.229314 23.427646 
L 352.897715 23.58928 
L 353.566116 23.566336 
L 354.234517 23.275398 
L 354.902918 23.255849 
L 356.239721 23.543644 
L 356.908122 23.615059 
L 357.576523 23.876604 
L 358.244924 23.562908 
L 360.918528 23.077208 
L 361.586929 23.249322 
L 362.25533 23.226861 
L 362.923731 23.391889 
L 363.592132 23.683977 
L 364.928934 23.786319 
L 366.934137 23.443263 
L 367.602539 23.556732 
L 368.939341 23.348028 
L 369.607742 23.205428 
L 370.276143 23.345455 
L 370.944544 23.077777 
L 371.612945 23.32399 
L 372.281346 23.363667 
L 372.281346 23.363667 
" style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_1">
    <g id="patch_3">
     <path d="M 18.697188 25.935276 
L 29.974688 25.935276 
Q 32.374688 25.935276 32.374688 23.535276 
L 32.374688 15.792776 
Q 32.374688 13.392776 29.974688 13.392776 
L 18.697188 13.392776 
Q 16.297188 13.392776 16.297188 15.792776 
L 16.297188 23.535276 
Q 16.297188 25.935276 18.697188 25.935276 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- GS -->
    <defs>
     <path d="M 59.515625 10.40625 
L 59.515625 29.984375 
L 43.40625 29.984375 
L 43.40625 38.09375 
L 69.28125 38.09375 
L 69.28125 6.78125 
Q 63.578125 2.734375 56.6875 0.65625 
Q 49.8125 -1.421875 42 -1.421875 
Q 24.90625 -1.421875 15.25 8.5625 
Q 5.609375 18.5625 5.609375 36.375 
Q 5.609375 54.25 15.25 64.234375 
Q 24.90625 74.21875 42 74.21875 
Q 49.125 74.21875 55.546875 72.453125 
Q 61.96875 70.703125 67.390625 67.28125 
L 67.390625 56.78125 
Q 61.921875 61.421875 55.765625 63.765625 
Q 49.609375 66.109375 42.828125 66.109375 
Q 29.4375 66.109375 22.71875 58.640625 
Q 16.015625 51.171875 16.015625 36.375 
Q 16.015625 21.625 22.71875 14.15625 
Q 29.4375 6.6875 42.828125 6.6875 
Q 48.046875 6.6875 52.140625 7.59375 
Q 56.25 8.5 59.515625 10.40625 
z
" id="DejaVuSans-47"/>
     <path d="M 53.515625 70.515625 
L 53.515625 60.890625 
Q 47.90625 63.578125 42.921875 64.890625 
Q 37.9375 66.21875 33.296875 66.21875 
Q 25.25 66.21875 20.875 63.09375 
Q 16.5 59.96875 16.5 54.203125 
Q 16.5 49.359375 19.40625 46.890625 
Q 22.3125 44.4375 30.421875 42.921875 
L 36.375 41.703125 
Q 47.40625 39.59375 52.65625 34.296875 
Q 57.90625 29 57.90625 20.125 
Q 57.90625 9.515625 50.796875 4.046875 
Q 43.703125 -1.421875 29.984375 -1.421875 
Q 24.8125 -1.421875 18.96875 -0.25 
Q 13.140625 0.921875 6.890625 3.21875 
L 6.890625 13.375 
Q 12.890625 10.015625 18.65625 8.296875 
Q 24.421875 6.59375 29.984375 6.59375 
Q 38.421875 6.59375 43.015625 9.90625 
Q 47.609375 13.234375 47.609375 19.390625 
Q 47.609375 24.75 44.3125 27.78125 
Q 41.015625 30.8125 33.5 32.328125 
L 27.484375 33.5 
Q 16.453125 35.6875 11.515625 40.375 
Q 6.59375 45.0625 6.59375 53.421875 
Q 6.59375 63.09375 13.40625 68.65625 
Q 20.21875 74.21875 32.171875 74.21875 
Q 37.3125 74.21875 42.625 73.28125 
Q 47.953125 72.359375 53.515625 70.515625 
z
" id="DejaVuSans-53"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-47"/>
     <use x="77.490234" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_2">
    <g id="patch_4">
     <path d="M 280.129663 22.799651 
L 365.209663 22.799651 
Q 366.409663 22.799651 366.409663 21.599651 
L 366.409663 17.728401 
Q 366.409663 16.528401 365.209663 16.528401 
L 280.129663 16.528401 
Q 278.929663 16.528401 278.929663 17.728401 
L 278.929663 21.599651 
Q 278.929663 22.799651 280.129663 22.799651 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 607.019 $\bullet$ mean: 602.317 $\bullet$ $\sigma$: 1.590 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <path d="M 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 605.01 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.080072)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-35"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-30"/>
     <use x="286.279297" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p4cf6ecb634)" d="M 18.697188 50.426985 
L 372.281346 50.426985 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p4cf6ecb634)" d="M 18.697188 51.167158 
L 19.365589 51.787411 
L 20.03399 52.572772 
L 20.702391 52.469261 
L 21.370792 52.195365 
L 22.039193 52.36638 
L 22.707594 51.7046 
L 23.375995 52.689263 
L 24.044396 51.822497 
L 24.712797 52.992085 
L 25.381198 52.047242 
L 26.049599 51.797267 
L 26.718 52.560172 
L 27.386401 52.438958 
L 28.054802 52.616103 
L 28.723203 52.055497 
L 29.391604 52.66054 
L 30.728407 52.275984 
L 31.396808 51.774306 
L 32.065209 51.954644 
L 32.73361 51.291467 
L 33.402011 52.046127 
L 34.070412 52.560075 
L 34.738813 51.851811 
L 35.407214 52.275702 
L 36.075615 51.329414 
L 36.744016 52.552906 
L 37.412417 51.781766 
L 38.080818 52.269126 
L 38.749219 51.213962 
L 39.41762 52.271376 
L 40.086021 51.354072 
L 40.754422 52.14247 
L 41.422823 51.603892 
L 42.091224 51.45704 
L 42.759626 51.904474 
L 43.428027 51.715387 
L 44.096428 52.117831 
L 44.764829 51.174026 
L 45.43323 51.731373 
L 46.101631 51.365858 
L 46.770032 51.806414 
L 47.438433 51.56709 
L 48.106834 51.689478 
L 48.775235 51.05353 
L 49.443636 51.160892 
L 50.112037 51.758864 
L 50.780438 51.355663 
L 51.448839 51.493339 
L 52.11724 51.12989 
L 52.785641 51.426426 
L 53.454042 51.332237 
L 54.122443 51.750085 
L 54.790845 52.008548 
L 55.459246 51.807743 
L 56.127647 52.002408 
L 56.796048 51.806434 
L 57.464449 52.271046 
L 58.13285 51.328066 
L 58.801251 51.78067 
L 59.469652 51.818801 
L 60.138053 52.259067 
L 60.806454 51.964218 
L 62.143256 51.608878 
L 62.811657 52.079942 
L 63.480058 52.034923 
L 64.81686 51.608907 
L 65.485261 51.808112 
L 66.153662 51.295502 
L 66.822064 52.173452 
L 67.490465 51.557341 
L 68.158866 51.938755 
L 68.827267 51.682736 
L 69.495668 51.922623 
L 70.164069 51.775422 
L 70.83247 51.785374 
L 71.500871 52.018733 
L 72.169272 51.58423 
L 72.837673 51.539987 
L 73.506074 51.353966 
L 74.842876 51.862782 
L 75.511277 51.780156 
L 76.179678 52.207772 
L 76.848079 51.357982 
L 77.51648 52.194822 
L 78.184881 51.467924 
L 78.853283 51.897306 
L 79.521684 52.180301 
L 80.858486 51.682047 
L 81.526887 52.059717 
L 82.195288 51.872541 
L 82.863689 51.870523 
L 83.53209 51.198606 
L 84.868892 51.037126 
L 85.537293 51.347612 
L 86.205694 51.490322 
L 86.874095 51.834429 
L 88.879298 51.991922 
L 89.547699 51.449028 
L 90.2161 52.060328 
L 90.884502 50.923731 
L 91.552903 52.23143 
L 92.221304 51.260882 
L 92.889705 52.337086 
L 93.558106 51.412739 
L 94.226507 52.296257 
L 95.563309 51.425524 
L 96.23171 51.880136 
L 96.900111 51.275617 
L 97.568512 52.138114 
L 98.236913 51.182921 
L 98.905314 51.390332 
L 99.573715 52.566933 
L 100.242116 51.424923 
L 100.910517 52.072657 
L 101.578918 51.537194 
L 102.247319 51.318686 
L 102.915721 51.853373 
L 103.584122 51.503961 
L 104.252523 51.827755 
L 104.920924 51.27551 
L 105.589325 51.552326 
L 106.257726 51.336418 
L 106.926127 51.725262 
L 107.594528 51.547078 
L 108.262929 51.088053 
L 108.93133 51.96899 
L 109.599731 52.398779 
L 110.268132 51.492902 
L 110.936533 52.225387 
L 111.604934 51.342888 
L 112.273335 51.512303 
L 114.278538 50.974249 
L 114.94694 51.662356 
L 115.615341 51.464083 
L 116.952143 51.85412 
L 117.620544 51.39298 
L 118.288945 52.135592 
L 118.957346 51.470378 
L 119.625747 51.803136 
L 120.294148 51.541597 
L 121.63095 52.258843 
L 122.967752 51.510731 
L 123.636153 51.834652 
L 124.304554 51.25254 
L 124.972955 51.599275 
L 125.641356 51.55801 
L 126.309757 51.253403 
L 126.978159 51.913874 
L 127.64656 51.060281 
L 128.314961 51.467032 
L 128.983362 51.443518 
L 129.651763 50.971727 
L 130.320164 51.045886 
L 130.988565 50.958108 
L 131.656966 51.447039 
L 132.325367 51.195347 
L 132.993768 51.57646 
L 133.662169 51.364646 
L 134.33057 51.782911 
L 134.998971 50.720239 
L 135.667372 51.685559 
L 137.004174 51.05965 
L 137.672575 51.767895 
L 138.340976 51.196084 
L 139.009378 51.399246 
L 139.677779 51.454722 
L 140.34618 51.106153 
L 141.014581 51.889846 
L 141.682982 51.261406 
L 142.351383 51.939569 
L 143.019784 51.196434 
L 143.688185 51.617706 
L 144.356586 51.520257 
L 145.024987 51.637232 
L 145.693388 51.946389 
L 146.361789 51.522701 
L 147.03019 51.466227 
L 147.698591 51.668768 
L 148.366992 51.226495 
L 149.035393 51.577285 
L 149.703794 51.113012 
L 150.372195 51.071116 
L 151.040597 51.514757 
L 151.708998 51.45252 
L 152.377399 51.627513 
L 153.0458 51.270349 
L 153.714201 51.422032 
L 154.382602 51.278226 
L 155.051003 51.404873 
L 155.719404 51.706502 
L 157.056206 50.498967 
L 157.724607 51.17358 
L 158.393008 50.793573 
L 159.061409 51.591699 
L 159.72981 51.357235 
L 161.066612 51.735263 
L 161.735013 51.1053 
L 162.403414 51.760939 
L 163.071816 50.817193 
L 163.740217 51.806773 
L 164.408618 51.570815 
L 165.077019 51.199053 
L 165.74542 51.621702 
L 166.413821 50.999412 
L 167.082222 51.731635 
L 167.750623 51.387267 
L 168.419024 51.599867 
L 169.087425 52.106802 
L 169.755826 51.243528 
L 170.424227 51.746525 
L 172.42943 51.376878 
L 173.097831 50.912507 
L 173.766232 51.43602 
L 174.434633 50.644509 
L 175.103035 51.221596 
L 175.771436 51.324496 
L 176.439837 51.061115 
L 177.108238 51.344537 
L 178.44504 51.021315 
L 181.118644 51.368681 
L 181.787045 51.247147 
L 183.123847 50.746109 
L 183.792248 51.378323 
L 184.460649 51.508141 
L 185.12905 51.352501 
L 185.797451 51.781979 
L 186.465852 51.468564 
L 187.134254 51.708413 
L 187.802655 51.637096 
L 188.471056 51.299693 
L 189.807858 51.856584 
L 190.476259 51.111149 
L 191.14466 51.569602 
L 191.813061 50.938426 
L 193.149863 51.187985 
L 193.818264 50.957594 
L 194.486665 51.518094 
L 195.155066 50.928988 
L 195.823467 51.688479 
L 196.491868 51.298383 
L 197.82867 51.339823 
L 198.497071 51.129221 
L 199.833874 51.013186 
L 200.502275 50.895697 
L 201.170676 51.477935 
L 202.507478 50.661969 
L 203.175879 51.316484 
L 203.84428 50.493942 
L 204.512681 51.309568 
L 205.181082 51.063424 
L 206.517884 50.94997 
L 207.186285 51.121771 
L 207.854686 51.65898 
L 208.523087 50.617465 
L 209.191488 51.677207 
L 209.859889 51.393775 
L 210.52829 50.679527 
L 211.196692 51.307327 
L 211.865093 50.867013 
L 213.201895 51.615213 
L 214.538697 51.049436 
L 215.207098 51.452491 
L 215.875499 51.105377 
L 216.5439 51.705939 
L 217.212301 50.817416 
L 217.880702 51.47907 
L 218.549103 51.572978 
L 219.217504 51.003535 
L 219.885905 51.153471 
L 220.554306 51.025894 
L 221.222707 51.415979 
L 221.891108 51.178537 
L 222.559509 51.577217 
L 223.227911 51.620053 
L 223.896312 51.144479 
L 224.564713 51.071019 
L 225.233114 51.437475 
L 225.901515 50.614458 
L 226.569916 51.347418 
L 227.238317 50.783116 
L 227.906718 50.95286 
L 228.575119 50.784891 
L 229.24352 50.753229 
L 229.911921 50.919045 
L 230.580322 50.855683 
L 231.248723 51.267886 
L 231.917124 50.765025 
L 232.585525 51.324351 
L 233.922327 50.978285 
L 235.25913 51.823031 
L 235.927531 51.375956 
L 236.595932 51.240298 
L 237.264333 50.92309 
L 237.932734 50.805824 
L 238.601135 51.134779 
L 239.269536 50.750358 
L 239.937937 51.176655 
L 240.606338 51.039241 
L 241.274739 51.111974 
L 241.94314 51.88453 
L 242.611541 50.648438 
L 243.279942 51.861347 
L 243.948343 52.106569 
L 244.616744 50.441725 
L 245.285145 51.336505 
L 245.953546 50.707279 
L 246.621947 51.159175 
L 247.290349 51.084338 
L 247.95875 50.811829 
L 248.627151 51.495977 
L 249.963953 51.172814 
L 250.632354 51.545584 
L 251.300755 50.909753 
L 252.637557 51.885665 
L 253.305958 50.796939 
L 253.974359 51.583522 
L 254.64276 51.80137 
L 255.311161 51.10107 
L 255.979562 51.338649 
L 256.647963 51.881514 
L 257.316364 51.263239 
L 257.984765 51.36418 
L 258.653166 51.100809 
L 259.321568 51.207084 
L 259.989969 51.454761 
L 260.65837 51.152123 
L 261.326771 51.029648 
L 261.995172 51.332547 
L 262.663573 50.950523 
L 263.331974 50.997811 
L 264.000375 51.214195 
L 264.668776 50.832577 
L 266.005578 50.940784 
L 266.673979 50.336972 
L 267.34238 50.822994 
L 268.010781 50.211432 
L 268.679182 50.692651 
L 269.347583 50.331046 
L 270.015984 50.563444 
L 270.684385 50.610316 
L 271.352787 50.408395 
L 272.021188 51.073046 
L 272.689589 50.774405 
L 273.35799 50.868177 
L 274.026391 50.476898 
L 274.694792 50.945265 
L 275.363193 51.256983 
L 276.699995 50.850077 
L 278.705198 51.251764 
L 279.373599 50.672194 
L 280.042 51.76546 
L 280.710401 51.72435 
L 281.378802 50.967256 
L 282.047203 51.171601 
L 283.384006 50.797569 
L 284.052407 50.981253 
L 284.720808 50.84706 
L 285.389209 50.079479 
L 286.05761 50.950678 
L 286.726011 50.693437 
L 287.394412 50.633984 
L 288.062813 51.442189 
L 288.731214 50.965063 
L 289.399615 51.07974 
L 290.736417 50.426059 
L 291.404818 51.37905 
L 292.073219 50.763667 
L 293.410021 51.665382 
L 294.078422 50.781399 
L 294.746823 51.13249 
L 295.415225 50.844363 
L 296.083626 50.924875 
L 296.752027 51.274472 
L 297.420428 50.599519 
L 298.088829 51.404271 
L 299.425631 50.421588 
L 300.094032 50.920306 
L 301.430834 50.778169 
L 302.099235 50.94542 
L 302.767636 50.727398 
L 303.436037 50.991749 
L 304.104438 50.672785 
L 305.44124 50.978779 
L 306.109641 50.520394 
L 306.778042 50.538214 
L 307.446444 50.22638 
L 308.114845 50.359535 
L 308.783246 50.713235 
L 309.451647 50.582621 
L 310.120048 51.293378 
L 310.788449 50.660097 
L 311.45685 50.972057 
L 312.125251 50.511499 
L 312.793652 50.968682 
L 313.462053 51.015699 
L 314.130454 50.428116 
L 314.798855 51.34605 
L 315.467256 50.759205 
L 316.135657 50.86711 
L 316.804058 50.681806 
L 317.472459 50.27168 
L 318.14086 51.030918 
L 318.809261 50.775307 
L 319.477663 50.779672 
L 320.146064 51.215262 
L 320.814465 50.897404 
L 321.482866 50.896269 
L 322.151267 51.317066 
L 322.819668 50.984677 
L 323.488069 51.475529 
L 324.824871 50.7176 
L 325.493272 51.271193 
L 326.161673 50.468876 
L 326.830074 50.95288 
L 327.498475 50.894572 
L 328.166876 50.628872 
L 328.835277 51.214476 
L 329.503678 50.573144 
L 330.84048 50.524711 
L 332.177283 50.436119 
L 332.845684 50.494718 
L 333.514085 50.295203 
L 334.182486 50.708123 
L 334.850887 50.188297 
L 335.519288 50.939891 
L 336.187689 50.723372 
L 336.85609 50.117727 
L 337.524491 51.122498 
L 338.192892 49.8934 
L 338.861293 50.753666 
L 339.529694 50.622683 
L 340.198095 50.075366 
L 340.866496 50.515748 
L 341.534897 49.918484 
L 342.203298 50.080983 
L 342.871699 50.58883 
L 343.540101 51.270408 
L 344.208502 50.532636 
L 344.876903 51.394076 
L 345.545304 51.540492 
L 346.213705 50.77358 
L 347.550507 51.089013 
L 348.218908 50.436507 
L 348.887309 50.761193 
L 349.55571 50.922411 
L 350.892512 50.496997 
L 351.560913 50.726146 
L 352.897715 50.656295 
L 353.566116 51.00237 
L 354.234517 50.448719 
L 354.902918 50.837379 
L 355.57132 50.673251 
L 356.239721 50.846012 
L 356.908122 50.398608 
L 357.576523 51.136525 
L 358.244924 51.214971 
L 358.913325 50.646071 
L 359.581726 50.662319 
L 360.250127 50.808889 
L 360.918528 50.166112 
L 361.586929 50.400111 
L 362.25533 50.20697 
L 362.923731 50.318241 
L 363.592132 50.952928 
L 364.260533 50.411082 
L 364.928934 51.037427 
L 365.597335 51.101274 
L 366.265736 50.449418 
L 366.934137 50.584852 
L 367.602539 51.037136 
L 368.27094 50.408648 
L 369.607742 50.539853 
L 370.276143 50.063552 
L 370.944544 50.121675 
L 371.612945 50.514894 
L 372.281346 50.038845 
L 372.281346 50.038845 
" style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_4">
    <g id="patch_6">
     <path d="M 18.697188 53.610924 
L 45.240938 53.610924 
Q 47.640938 53.610924 47.640938 51.210924 
L 47.640938 43.468424 
Q 47.640938 41.068424 45.240938 41.068424 
L 18.697188 41.068424 
Q 16.297188 41.068424 16.297188 43.468424 
L 16.297188 51.210924 
Q 16.297188 53.610924 18.697188 53.610924 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- GSCSF -->
    <defs>
     <path d="M 64.40625 67.28125 
L 64.40625 56.890625 
Q 59.421875 61.53125 53.78125 63.8125 
Q 48.140625 66.109375 41.796875 66.109375 
Q 29.296875 66.109375 22.65625 58.46875 
Q 16.015625 50.828125 16.015625 36.375 
Q 16.015625 21.96875 22.65625 14.328125 
Q 29.296875 6.6875 41.796875 6.6875 
Q 48.140625 6.6875 53.78125 8.984375 
Q 59.421875 11.28125 64.40625 15.921875 
L 64.40625 5.609375 
Q 59.234375 2.09375 53.4375 0.328125 
Q 47.65625 -1.421875 41.21875 -1.421875 
Q 24.65625 -1.421875 15.125 8.703125 
Q 5.609375 18.84375 5.609375 36.375 
Q 5.609375 53.953125 15.125 64.078125 
Q 24.65625 74.21875 41.21875 74.21875 
Q 47.75 74.21875 53.53125 72.484375 
Q 59.328125 70.75 64.40625 67.28125 
z
" id="DejaVuSans-43"/>
     <path d="M 9.8125 72.90625 
L 51.703125 72.90625 
L 51.703125 64.59375 
L 19.671875 64.59375 
L 19.671875 43.109375 
L 48.578125 43.109375 
L 48.578125 34.8125 
L 19.671875 34.8125 
L 19.671875 0 
L 9.8125 0 
z
" id="DejaVuSans-46"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-47"/>
     <use x="77.490234" xlink:href="#DejaVuSans-53"/>
     <use x="140.966797" xlink:href="#DejaVuSans-43"/>
     <use x="210.791016" xlink:href="#DejaVuSans-53"/>
     <use x="274.267578" xlink:href="#DejaVuSans-46"/>
    </g>
   </g>
   <g id="text_5">
    <g id="patch_7">
     <path d="M 280.129663 50.475299 
L 365.209663 50.475299 
Q 366.409663 50.475299 366.409663 49.275299 
L 366.409663 45.404049 
Q 366.409663 44.204049 365.209663 44.204049 
L 280.129663 44.204049 
Q 278.929663 44.204049 278.929663 45.404049 
L 278.929663 49.275299 
Q 278.929663 50.475299 280.129663 50.475299 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 642.914 $\bullet$ mean: 634.236 $\bullet$ $\sigma$: 3.377 -->
    <defs>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.236328 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 639.56 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.254797)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <use x="127.246094" xlink:href="#DejaVuSans-39"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-35"/>
     <use x="286.279297" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_11"/>
    <g id="xtick_12"/>
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#padd5bfab9a)" d="M 18.697188 78.546963 
L 372.281346 78.546963 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#padd5bfab9a)" d="M 18.697188 79.770298 
L 20.03399 79.640382 
L 20.702391 79.43812 
L 21.370792 79.478297 
L 22.039193 79.095547 
L 22.707594 79.187787 
L 23.375995 79.458865 
L 24.712797 79.491423 
L 26.049599 79.386666 
L 26.718 79.551536 
L 27.386401 79.45547 
L 28.054802 79.577904 
L 28.723203 79.421073 
L 29.391604 79.640992 
L 30.060005 79.413202 
L 30.728407 79.343956 
L 31.396808 79.444551 
L 32.73361 79.272156 
L 33.402011 79.660203 
L 34.070412 79.594866 
L 34.738813 79.641464 
L 35.407214 79.406833 
L 37.412417 79.684941 
L 38.080818 79.425351 
L 38.749219 79.361811 
L 41.422823 79.511096 
L 42.091224 79.351092 
L 42.759626 79.579291 
L 44.096428 79.484024 
L 44.764829 79.283937 
L 46.101631 79.464614 
L 48.775235 79.312207 
L 50.112037 79.413349 
L 50.780438 79.296769 
L 52.785641 79.42637 
L 53.454042 79.388841 
L 54.790845 79.57721 
L 55.459246 79.376598 
L 56.796048 79.389524 
L 57.464449 79.337503 
L 58.13285 79.454619 
L 58.801251 79.276097 
L 59.469652 79.549087 
L 60.138053 79.465276 
L 60.806454 79.497098 
L 61.474855 79.337629 
L 62.143256 79.465433 
L 62.811657 79.251831 
L 63.480058 79.592754 
L 65.485261 79.179412 
L 66.822064 79.591608 
L 67.490465 79.447788 
L 68.158866 79.429239 
L 68.827267 79.554174 
L 69.495668 79.40036 
L 70.164069 79.541332 
L 74.842876 79.428041 
L 77.51648 79.566081 
L 78.184881 79.468807 
L 78.853283 79.732286 
L 79.521684 79.544747 
L 80.190085 79.597294 
L 80.858486 79.421157 
L 81.526887 79.604398 
L 82.863689 79.369662 
L 83.53209 79.339237 
L 84.200491 79.015203 
L 84.868892 79.340509 
L 86.205694 79.435892 
L 87.542496 79.611282 
L 88.210897 79.663555 
L 88.879298 79.517034 
L 89.547699 79.646267 
L 90.884502 79.331439 
L 92.889705 79.547028 
L 98.905314 79.438592 
L 99.573715 79.631523 
L 100.242116 79.503151 
L 101.578918 79.601004 
L 102.247319 79.393886 
L 102.915721 79.349967 
L 103.584122 79.443448 
L 104.920924 79.303548 
L 108.262929 79.5314 
L 109.599731 79.720106 
L 111.604934 79.515668 
L 112.273335 79.267133 
L 113.610137 79.246598 
L 114.278538 79.084386 
L 114.94694 79.490614 
L 116.283742 79.522646 
L 117.620544 79.58608 
L 118.957346 79.626478 
L 119.625747 79.241816 
L 120.294148 79.630503 
L 120.962549 79.543339 
L 122.299351 79.533849 
L 122.967752 79.446012 
L 123.636153 79.525578 
L 125.641356 79.325806 
L 126.309757 79.51799 
L 126.978159 79.414389 
L 127.64656 79.13192 
L 128.314961 79.257685 
L 129.651763 79.199001 
L 130.320164 79.179243 
L 130.988565 79.307583 
L 133.662169 79.447998 
L 134.33057 79.490635 
L 134.998971 79.377617 
L 135.667372 79.477593 
L 136.335773 79.417385 
L 137.004174 79.204424 
L 139.677779 79.308172 
L 140.34618 79.184067 
L 141.014581 79.320699 
L 144.356586 79.329937 
L 145.024987 79.430921 
L 146.361789 79.298104 
L 147.698591 79.226273 
L 149.035393 79.026038 
L 149.703794 79.226746 
L 150.372195 78.998462 
L 151.040597 79.287941 
L 151.708998 79.069736 
L 153.0458 79.195859 
L 153.714201 79.207104 
L 154.382602 79.072752 
L 155.051003 79.178308 
L 156.387805 78.996991 
L 157.056206 78.706334 
L 157.724607 78.794171 
L 159.061409 79.210698 
L 161.735013 79.412077 
L 162.403414 79.144573 
L 163.071816 79.113098 
L 163.740217 79.369262 
L 165.74542 79.090955 
L 167.082222 79.280196 
L 168.419024 79.27574 
L 169.087425 79.492936 
L 169.755826 79.39397 
L 171.092628 79.337587 
L 171.761029 79.209248 
L 172.42943 79.269823 
L 173.097831 79.200998 
L 173.766232 78.84408 
L 175.771436 79.164026 
L 176.439837 79.084617 
L 177.776639 79.252662 
L 178.44504 78.972945 
L 179.781842 79.284505 
L 181.787045 79.010632 
L 182.455446 79.068317 
L 183.123847 78.872382 
L 183.792248 79.23447 
L 186.465852 79.124742 
L 187.134254 79.327036 
L 189.139457 78.943793 
L 189.807858 79.268037 
L 191.14466 79.000774 
L 191.813061 79.099856 
L 193.149863 79.031419 
L 193.818264 79.120475 
L 195.155066 79.102136 
L 196.491868 79.239683 
L 197.82867 78.982131 
L 198.497071 79.162933 
L 199.833874 79.055191 
L 201.839077 79.180799 
L 202.507478 78.910331 
L 203.84428 78.933178 
L 204.512681 79.064545 
L 207.854686 79.176259 
L 208.523087 78.970276 
L 209.191488 78.892812 
L 209.859889 78.973019 
L 211.865093 78.786447 
L 212.533494 78.998073 
L 213.870296 79.183121 
L 214.538697 79.024105 
L 215.875499 79.106141 
L 216.5439 79.115252 
L 217.212301 78.944581 
L 217.880702 79.138761 
L 219.217504 78.995162 
L 219.885905 78.833445 
L 221.222707 79.037073 
L 221.891108 78.874946 
L 222.559509 79.184267 
L 223.227911 79.098626 
L 223.896312 79.242657 
L 224.564713 79.032544 
L 226.569916 78.945085 
L 227.238317 78.987606 
L 227.906718 78.864458 
L 228.575119 78.865855 
L 229.24352 78.679956 
L 229.911921 78.763516 
L 230.580322 79.165918 
L 231.248723 78.961238 
L 232.585525 79.090198 
L 233.253926 78.880768 
L 234.590728 79.203993 
L 235.927531 79.166065 
L 236.595932 78.956173 
L 238.601135 78.816588 
L 241.274739 79.142461 
L 242.611541 79.176353 
L 243.279942 79.370818 
L 243.948343 79.269939 
L 244.616744 78.904761 
L 245.953546 78.746816 
L 246.621947 78.994405 
L 247.95875 78.967365 
L 249.963953 79.060751 
L 251.969156 78.993817 
L 252.637557 79.227817 
L 253.305958 78.98604 
L 254.64276 79.078974 
L 255.311161 78.903563 
L 255.979562 79.01988 
L 257.316364 78.885119 
L 257.984765 78.969078 
L 258.653166 78.828863 
L 259.321568 79.082158 
L 259.989969 79.114306 
L 260.65837 78.990212 
L 264.000375 79.048192 
L 264.668776 78.849061 
L 265.337177 78.946115 
L 266.005578 78.885623 
L 266.673979 78.67736 
L 267.34238 78.777871 
L 268.010781 78.648996 
L 268.679182 78.818448 
L 272.021188 78.929479 
L 272.689589 79.06342 
L 273.35799 78.741971 
L 274.026391 78.688332 
L 275.363193 78.8348 
L 276.031594 78.819194 
L 276.699995 78.678874 
L 278.036797 78.753248 
L 280.042 79.020059 
L 280.710401 79.228805 
L 281.378802 79.058102 
L 282.047203 78.743989 
L 284.052407 78.698925 
L 285.389209 78.5422 
L 286.726011 78.553455 
L 287.394412 78.944076 
L 288.062813 78.809483 
L 288.731214 78.967239 
L 289.399615 78.982761 
L 290.068016 78.697002 
L 292.073219 78.952526 
L 292.74162 78.897804 
L 293.410021 78.957202 
L 294.078422 78.763358 
L 295.415225 78.772774 
L 296.083626 78.555084 
L 296.752027 78.7436 
L 297.420428 78.698715 
L 298.088829 78.770273 
L 299.425631 78.69717 
L 303.436037 78.712608 
L 304.104438 78.848 
L 304.772839 78.68684 
L 305.44124 78.719545 
L 306.109641 78.595324 
L 306.778042 78.607389 
L 308.114845 78.388354 
L 308.783246 78.776968 
L 310.788449 78.719513 
L 311.45685 78.88018 
L 312.125251 78.672127 
L 312.793652 78.778985 
L 316.135657 78.62824 
L 316.804058 78.715057 
L 317.472459 78.63093 
L 318.809261 78.668627 
L 319.477663 78.685841 
L 320.146064 78.53085 
L 320.814465 78.77166 
L 321.482866 78.447196 
L 322.151267 78.750621 
L 322.819668 78.857164 
L 324.824871 78.638686 
L 325.493272 78.915607 
L 326.161673 78.718725 
L 329.503678 78.584468 
L 330.84048 78.512994 
L 331.508882 78.828243 
L 332.177283 78.563376 
L 333.514085 78.649206 
L 334.850887 78.681574 
L 336.85609 78.847212 
L 337.524491 78.607358 
L 338.192892 78.576345 
L 338.861293 78.86182 
L 340.198095 78.304395 
L 340.866496 78.43202 
L 341.534897 78.37239 
L 342.871699 78.576187 
L 343.540101 79.067508 
L 344.208502 78.918255 
L 344.876903 79.019281 
L 346.213705 78.90103 
L 348.887309 78.598992 
L 352.229314 78.545069 
L 352.897715 78.69757 
L 353.566116 78.704958 
L 354.234517 78.476275 
L 354.902918 78.641292 
L 355.57132 78.536336 
L 356.239721 78.655637 
L 356.908122 78.435887 
L 357.576523 78.776358 
L 358.913325 78.489222 
L 359.581726 78.592739 
L 360.918528 78.336564 
L 361.586929 78.465944 
L 362.25533 78.303312 
L 362.923731 78.420502 
L 363.592132 78.739933 
L 364.928934 78.630531 
L 367.602539 78.753153 
L 368.27094 78.545994 
L 369.607742 78.459134 
L 370.276143 78.558815 
L 370.944544 78.384676 
L 371.612945 78.587463 
L 372.281346 78.586181 
L 372.281346 78.586181 
" style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_7">
    <g id="patch_9">
     <path d="M 18.697188 81.286572 
L 44.787188 81.286572 
Q 47.187188 81.286572 47.187188 78.886572 
L 47.187188 71.144072 
Q 47.187188 68.744072 44.787188 68.744072 
L 18.697188 68.744072 
Q 16.297188 68.744072 16.297188 71.144072 
L 16.297188 78.886572 
Q 16.297188 81.286572 18.697188 81.286572 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- GSWM -->
    <defs>
     <path d="M 3.328125 72.90625 
L 13.28125 72.90625 
L 28.609375 11.28125 
L 43.890625 72.90625 
L 54.984375 72.90625 
L 70.3125 11.28125 
L 85.59375 72.90625 
L 95.609375 72.90625 
L 77.296875 0 
L 64.890625 0 
L 49.515625 63.28125 
L 33.984375 0 
L 21.578125 0 
z
" id="DejaVuSans-57"/>
     <path d="M 9.8125 72.90625 
L 24.515625 72.90625 
L 43.109375 23.296875 
L 61.8125 72.90625 
L 76.515625 72.90625 
L 76.515625 0 
L 66.890625 0 
L 66.890625 64.015625 
L 48.09375 14.015625 
L 38.1875 14.015625 
L 19.390625 64.015625 
L 19.390625 0 
L 9.8125 0 
z
" id="DejaVuSans-4d"/>
    </defs>
    <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-47"/>
     <use x="77.490234" xlink:href="#DejaVuSans-53"/>
     <use x="140.966797" xlink:href="#DejaVuSans-57"/>
     <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
    </g>
   </g>
   <g id="text_8">
    <g id="patch_10">
     <path d="M 280.129663 78.150947 
L 365.209663 78.150947 
Q 366.409663 78.150947 366.409663 76.950947 
L 366.409663 73.079697 
Q 366.409663 71.879697 365.209663 71.879697 
L 280.129663 71.879697 
Q 278.929663 71.879697 278.929663 73.079697 
L 278.929663 76.950947 
Q 278.929663 78.150947 280.129663 78.150947 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 636.062 $\bullet$ mean: 631.471 $\bullet$ $\sigma$: 1.950 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 634.65 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.374776)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <use x="127.246094" xlink:href="#DejaVuSans-34"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
    <g id="xtick_19"/>
    <g id="xtick_20"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#p13adeb237f)" d="M 18.697188 104.602993 
L 372.281346 104.602993 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p13adeb237f)" d="M 19.365589 114.335351 
L 20.03399 113.248455 
L 20.702391 111.756085 
L 21.370792 113.34714 
L 22.039193 109.337685 
L 22.707594 110.470024 
L 23.375995 110.799581 
L 24.044396 109.675857 
L 24.712797 104.925016 
L 25.381198 107.273506 
L 26.049599 102.110761 
L 26.718 105.036427 
L 27.386401 112.489901 
L 28.054802 112.774444 
L 28.723203 108.971201 
L 30.060005 103.694497 
L 30.728407 111.892136 
L 31.396808 109.985736 
L 32.065209 112.035432 
L 32.73361 105.953225 
L 33.402011 102.129031 
L 34.070412 110.298533 
L 34.738813 104.642637 
L 35.407214 103.153163 
L 36.075615 98.730993 
L 36.744016 104.469235 
L 37.412417 111.515398 
L 38.749219 106.01485 
L 39.41762 108.170469 
L 40.086021 109.814324 
L 40.754422 112.016603 
L 41.422823 112.902771 
L 42.091224 104.613572 
L 43.428027 113.787298 
L 44.096428 111.372162 
L 44.764829 108.508275 
L 45.43323 113.062926 
L 46.101631 110.97561 
L 46.770032 113.742166 
L 47.438433 113.574073 
L 48.106834 113.808231 
L 48.775235 106.50935 
L 49.443636 110.816576 
L 50.112037 108.764409 
L 50.780438 114.051388 
L 51.448839 113.438137 
L 52.11724 111.513718 
L 52.785641 110.445092 
L 53.454042 107.682803 
L 54.122443 109.405295 
L 54.790845 111.543517 
L 55.459246 110.587865 
L 56.127647 112.00378 
L 56.796048 111.380485 
L 57.464449 112.407497 
L 58.13285 109.414451 
L 58.801251 102.760184 
L 59.469652 107.056073 
L 60.138053 113.852359 
L 60.806454 109.644571 
L 61.474855 107.903095 
L 62.143256 107.933647 
L 62.811657 101.89659 
L 63.480058 99.684193 
L 64.148459 110.256646 
L 64.81686 112.251108 
L 65.485261 106.063824 
L 66.153662 104.864144 
L 66.822064 105.922326 
L 67.490465 112.539784 
L 68.827267 112.408211 
L 69.495668 112.146088 
L 70.164069 111.65601 
L 70.83247 111.680498 
L 71.500871 110.639523 
L 72.169272 110.389144 
L 72.837673 109.481423 
L 73.506074 110.072468 
L 74.174475 111.538786 
L 74.842876 114.687177 
L 76.179678 110.695588 
L 76.848079 110.117309 
L 77.51648 109.021547 
L 78.184881 111.44829 
L 78.853283 106.609716 
L 79.521684 111.462794 
L 80.190085 112.927317 
L 80.858486 110.995754 
L 81.526887 112.272157 
L 82.195288 112.23195 
L 82.863689 111.232575 
L 83.53209 108.012381 
L 84.200491 109.146631 
L 84.868892 110.617894 
L 85.537293 111.545334 
L 86.205694 112.272311 
L 86.874095 111.697781 
L 88.210897 114.479168 
L 88.879298 114.939064 
L 89.547699 114.551568 
L 90.2161 110.079632 
L 90.884502 109.162622 
L 91.552903 110.35952 
L 92.221304 109.059805 
L 92.889705 110.725772 
L 93.558106 104.59594 
L 94.226507 112.51458 
L 94.894908 110.416432 
L 95.563309 113.654373 
L 96.23171 111.974232 
L 96.900111 112.020696 
L 97.568512 112.612415 
L 98.236913 111.721419 
L 99.573715 112.603165 
L 100.242116 112.887109 
L 100.910517 114.265906 
L 101.578918 110.195272 
L 102.247319 111.276279 
L 102.915721 113.061611 
L 103.584122 113.112268 
L 104.252523 113.637399 
L 104.920924 115.602758 
L 106.926127 108.912533 
L 107.594528 110.462781 
L 108.93133 114.319073 
L 109.599731 113.700973 
L 110.268132 111.099593 
L 110.936533 114.224829 
L 111.604934 113.452197 
L 112.273335 113.689831 
L 112.941736 112.268372 
L 113.610137 112.521553 
L 114.278538 108.976918 
L 114.94694 109.045264 
L 115.615341 113.209233 
L 116.283742 113.336112 
L 116.952143 113.912381 
L 117.620544 113.871131 
L 118.288945 112.737867 
L 119.625747 105.633206 
L 120.294148 110.703158 
L 121.63095 113.021386 
L 122.299351 112.867159 
L 122.967752 113.562507 
L 123.636153 112.383858 
L 124.304554 113.585932 
L 124.972955 113.342524 
L 125.641356 115.301375 
L 126.309757 115.132202 
L 126.978159 107.628364 
L 127.64656 107.005244 
L 128.314961 111.162955 
L 128.983362 113.446886 
L 129.651763 114.017477 
L 130.320164 112.594338 
L 130.988565 113.542036 
L 131.656966 113.57388 
L 132.325367 112.350951 
L 132.993768 113.093013 
L 133.662169 112.9502 
L 134.33057 112.372368 
L 134.998971 102.854446 
L 135.667372 105.035771 
L 136.335773 112.86909 
L 137.672575 113.926015 
L 138.340976 114.324653 
L 139.009378 111.667558 
L 139.677779 111.38176 
L 140.34618 108.862456 
L 141.014581 112.4714 
L 141.682982 114.890919 
L 143.019784 112.179249 
L 143.688185 112.569929 
L 144.356586 112.62545 
L 145.024987 113.057615 
L 145.693388 113.72882 
L 147.03019 111.992598 
L 148.366992 113.585469 
L 149.035393 113.295981 
L 149.703794 111.672001 
L 150.372195 110.682475 
L 151.040597 110.003311 
L 151.708998 106.631538 
L 152.377399 112.346837 
L 153.0458 113.029091 
L 153.714201 111.296246 
L 154.382602 105.588885 
L 155.051003 110.307493 
L 156.387805 105.523959 
L 157.056206 107.208269 
L 157.724607 110.124223 
L 158.393008 110.337795 
L 159.061409 112.941588 
L 159.72981 114.040923 
L 160.398211 113.423555 
L 161.066612 113.094249 
L 161.735013 113.216881 
L 162.403414 107.08846 
L 163.071816 109.823168 
L 163.740217 107.88195 
L 165.077019 111.30123 
L 165.74542 114.429846 
L 166.413821 115.008219 
L 167.082222 113.054562 
L 167.750623 112.85449 
L 168.419024 112.413232 
L 169.087425 112.803527 
L 169.755826 114.141999 
L 170.424227 113.651613 
L 171.092628 113.40075 
L 171.761029 114.018212 
L 172.42943 111.789552 
L 173.097831 111.605933 
L 174.434633 103.175508 
L 175.103035 103.792562 
L 175.771436 113.185594 
L 176.439837 114.103357 
L 177.108238 112.435961 
L 177.776639 105.973309 
L 178.44504 108.538401 
L 179.781842 111.888255 
L 180.450243 113.425662 
L 181.118644 115.752714 
L 181.787045 115.166983 
L 182.455446 115.683753 
L 183.123847 107.188089 
L 183.792248 101.255994 
L 184.460649 105.428055 
L 185.12905 110.97619 
L 185.797451 108.683067 
L 186.465852 102.581356 
L 187.134254 105.061205 
L 187.802655 111.936844 
L 188.471056 113.618646 
L 189.139457 113.675461 
L 189.807858 112.905552 
L 190.476259 114.345934 
L 191.14466 111.07219 
L 191.813061 112.77004 
L 192.481462 111.690326 
L 193.149863 112.145181 
L 193.818264 112.099914 
L 194.486665 114.199975 
L 195.155066 113.279334 
L 195.823467 113.734113 
L 196.491868 113.750546 
L 197.160269 115.717933 
L 197.82867 116.304573 
L 198.497071 114.412368 
L 199.165473 109.628523 
L 199.833874 110.106013 
L 200.502275 110.089384 
L 201.170676 112.554345 
L 201.839077 109.735357 
L 202.507478 114.222976 
L 203.175879 110.807287 
L 203.84428 108.86966 
L 204.512681 111.123135 
L 205.181082 112.789661 
L 205.849483 113.693286 
L 206.517884 112.543279 
L 207.186285 110.272017 
L 207.854686 106.272759 
L 208.523087 110.885346 
L 209.191488 110.01428 
L 210.52829 113.009219 
L 211.196692 112.967987 
L 211.865093 105.341287 
L 212.533494 110.065669 
L 213.201895 106.68876 
L 213.870296 109.993075 
L 214.538697 112.014421 
L 215.207098 113.466988 
L 215.875499 113.88069 
L 216.5439 112.775427 
L 217.212301 106.653901 
L 217.880702 111.014677 
L 218.549103 107.886623 
L 219.217504 105.984298 
L 219.885905 105.628261 
L 220.554306 108.182539 
L 221.222707 108.485737 
L 221.891108 104.23892 
L 222.559509 107.498163 
L 223.227911 112.820192 
L 223.896312 108.203031 
L 224.564713 110.2433 
L 225.233114 109.747717 
L 225.901515 111.715201 
L 226.569916 112.662588 
L 227.238317 113.229181 
L 227.906718 113.152726 
L 228.575119 112.829926 
L 229.24352 107.992279 
L 229.911921 111.450452 
L 230.580322 105.485605 
L 231.248723 110.445013 
L 231.917124 111.762283 
L 232.585525 108.561846 
L 233.253926 107.866364 
L 233.922327 112.779658 
L 234.590728 112.942168 
L 235.927531 114.352694 
L 236.595932 112.900994 
L 237.264333 113.555534 
L 237.932734 114.592568 
L 238.601135 114.75589 
L 239.269536 114.610142 
L 239.937937 111.275563 
L 240.606338 113.902572 
L 241.274739 113.885036 
L 241.94314 110.318212 
L 242.611541 108.220122 
L 243.279942 103.861121 
L 243.948343 104.489589 
L 244.616744 107.84599 
L 245.285145 107.528888 
L 245.953546 109.403539 
L 246.621947 104.534896 
L 247.290349 111.027443 
L 247.95875 111.271123 
L 248.627151 111.373514 
L 249.963953 114.950766 
L 250.632354 112.62437 
L 251.300755 111.052143 
L 251.969156 112.67267 
L 252.637557 108.235204 
L 253.305958 110.70648 
L 253.974359 108.743282 
L 254.64276 114.468856 
L 255.311161 114.207816 
L 255.979562 114.473935 
L 256.647963 115.099431 
L 257.316364 112.825561 
L 257.984765 112.650055 
L 258.653166 101.146186 
L 259.321568 108.796216 
L 259.989969 108.641103 
L 260.65837 112.262928 
L 261.326771 114.508813 
L 261.995172 115.451025 
L 263.331974 113.789208 
L 264.000375 114.205673 
L 264.668776 114.481525 
L 265.337177 111.965387 
L 266.005578 113.620269 
L 266.673979 112.392818 
L 267.34238 113.677703 
L 268.010781 104.392122 
L 268.679182 106.367486 
L 269.347583 111.887424 
L 270.015984 113.157167 
L 270.684385 113.312359 
L 271.352787 112.461646 
L 272.021188 111.071571 
L 272.689589 106.444116 
L 273.35799 104.045317 
L 274.026391 99.603797 
L 274.694792 107.250197 
L 275.363193 111.015683 
L 276.031594 115.982567 
L 276.699995 113.737647 
L 277.368396 115.027493 
L 278.036797 111.007011 
L 278.705198 109.957831 
L 279.373599 111.804672 
L 280.042 112.221019 
L 280.710401 110.158251 
L 281.378802 111.554487 
L 282.047203 107.405929 
L 282.715604 111.840149 
L 283.384006 112.535495 
L 284.720808 112.738445 
L 285.389209 110.193437 
L 286.05761 110.825904 
L 286.726011 111.903532 
L 287.394412 113.222519 
L 288.062813 112.380884 
L 288.731214 112.473426 
L 289.399615 106.779487 
L 290.068016 107.487426 
L 290.736417 111.38033 
L 291.404818 111.583204 
L 292.073219 112.224804 
L 292.74162 112.245719 
L 293.410021 115.022548 
L 294.078422 115.349308 
L 294.746823 113.289512 
L 295.415225 109.376831 
L 296.083626 109.331969 
L 296.752027 112.832976 
L 297.420428 111.984313 
L 298.088829 115.537001 
L 298.75723 114.444658 
L 299.425631 113.709625 
L 300.094032 111.963688 
L 300.762433 109.696906 
L 301.430834 111.145961 
L 302.099235 107.902034 
L 302.767636 113.170356 
L 303.436037 112.194291 
L 304.104438 110.980845 
L 304.772839 113.825053 
L 305.44124 112.571975 
L 306.109641 113.807923 
L 306.778042 111.669915 
L 307.446444 110.240017 
L 308.783246 105.335704 
L 309.451647 113.061457 
L 310.120048 113.205177 
L 310.788449 112.272931 
L 311.45685 113.484853 
L 312.125251 104.924475 
L 312.793652 107.112308 
L 313.462053 110.558087 
L 314.130454 110.640702 
L 314.798855 112.142228 
L 315.467256 114.079525 
L 316.135657 113.730867 
L 316.804058 113.062829 
L 317.472459 112.859163 
L 318.14086 111.813248 
L 318.809261 111.126611 
L 319.477663 113.603912 
L 320.146064 112.039256 
L 320.814465 109.593898 
L 321.482866 108.101102 
L 322.151267 109.714559 
L 322.819668 111.647377 
L 323.488069 110.073375 
L 324.15647 111.344276 
L 324.824871 110.010127 
L 325.493272 103.480695 
L 326.161673 112.775254 
L 326.830074 114.133735 
L 327.498475 115.839966 
L 328.166876 112.723149 
L 328.835277 105.125611 
L 329.503678 108.077503 
L 330.172079 108.811146 
L 330.84048 112.2878 
L 331.508882 105.75182 
L 332.177283 110.19925 
L 332.845684 111.034144 
L 333.514085 112.190313 
L 334.182486 113.073276 
L 334.850887 112.639258 
L 335.519288 111.699443 
L 336.187689 108.871032 
L 336.85609 112.577229 
L 337.524491 107.128668 
L 338.192892 105.497019 
L 338.861293 102.56577 
L 339.529694 112.130988 
L 340.198095 110.16306 
L 340.866496 106.68484 
L 341.534897 106.1448 
L 342.203298 108.065626 
L 343.540101 105.005587 
L 344.208502 112.120134 
L 344.876903 111.289218 
L 345.545304 113.940074 
L 346.213705 112.789758 
L 346.882106 113.320488 
L 347.550507 114.255768 
L 348.218908 114.205132 
L 348.887309 115.189848 
L 349.55571 114.429922 
L 350.224111 115.134654 
L 350.892512 114.999066 
L 352.229314 114.434054 
L 352.897715 112.050012 
L 353.566116 113.131213 
L 354.234517 112.516608 
L 354.902918 113.247838 
L 355.57132 113.277983 
L 356.239721 113.989879 
L 356.908122 105.24181 
L 357.576523 103.972106 
L 358.244924 111.37108 
L 358.913325 112.081432 
L 359.581726 114.010988 
L 360.250127 113.016788 
L 360.918528 106.11394 
L 361.586929 113.647073 
L 362.25533 107.327386 
L 362.923731 105.52334 
L 363.592132 101.897769 
L 364.260533 108.584693 
L 364.928934 113.022834 
L 365.597335 112.954429 
L 366.265736 113.549509 
L 366.934137 108.410981 
L 367.602539 106.532545 
L 368.27094 112.177142 
L 368.939341 113.641879 
L 369.607742 114.731015 
L 370.276143 107.140254 
L 370.944544 106.618289 
L 371.612945 112.164204 
L 372.281346 113.333948 
L 372.281346 113.333948 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.918 $\bullet$ mean: 1.287 $\bullet$ $\sigma$: 0.166 -->
    <defs>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.61 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 105.430805)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-31"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-36"/>
     <use x="159.033203" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
    <g id="xtick_25"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#p92ae77d342)" d="M 18.697188 132.908563 
L 372.281346 132.908563 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p92ae77d342)" d="M 19.365589 143.028729 
L 20.03399 143.418255 
L 20.702391 144.001813 
L 21.370792 144.76495 
L 22.707594 134.395628 
L 23.375995 141.289321 
L 24.044396 141.602797 
L 24.712797 139.84416 
L 25.381198 139.40915 
L 26.049599 134.079051 
L 26.718 130.643516 
L 27.386401 137.33222 
L 28.054802 142.745983 
L 28.723203 139.118538 
L 30.060005 124.850737 
L 30.728407 139.591772 
L 31.396808 138.681211 
L 32.065209 139.367496 
L 32.73361 134.887264 
L 33.402011 128.306266 
L 34.070412 136.668181 
L 34.738813 135.117587 
L 35.407214 129.674621 
L 36.075615 139.257838 
L 36.744016 131.961881 
L 37.412417 142.384539 
L 38.080818 141.387962 
L 38.749219 137.519527 
L 39.41762 141.99126 
L 40.086021 140.532076 
L 40.754422 144.721429 
L 41.422823 144.467914 
L 42.759626 135.095898 
L 43.428027 142.191535 
L 44.096428 140.055326 
L 44.764829 133.990429 
L 45.43323 139.981193 
L 46.101631 142.109418 
L 46.770032 141.091583 
L 47.438433 139.864086 
L 48.106834 139.904025 
L 48.775235 141.595809 
L 49.443636 138.014648 
L 50.780438 143.154466 
L 51.448839 141.428377 
L 52.785641 139.791543 
L 54.122443 142.856459 
L 54.790845 140.148471 
L 55.459246 134.304427 
L 56.796048 145.412331 
L 58.13285 144.283392 
L 58.801251 138.684195 
L 59.469652 135.063969 
L 60.138053 140.877151 
L 60.806454 138.479131 
L 61.474855 132.121959 
L 62.143256 136.473741 
L 62.811657 133.681977 
L 63.480058 128.449081 
L 64.148459 139.961429 
L 64.81686 141.299701 
L 65.485261 134.456302 
L 66.153662 139.220448 
L 66.822064 137.739884 
L 67.490465 141.749098 
L 68.158866 140.902932 
L 68.827267 141.542094 
L 69.495668 143.162228 
L 70.164069 143.055204 
L 70.83247 142.446675 
L 71.500871 142.538419 
L 72.169272 140.875343 
L 72.837673 141.055773 
L 73.506074 138.2836 
L 74.174475 132.760761 
L 75.511277 142.641882 
L 76.179678 141.867142 
L 76.848079 139.573997 
L 77.51648 140.129262 
L 78.184881 139.785869 
L 78.853283 134.685225 
L 79.521684 140.850416 
L 80.190085 142.179811 
L 80.858486 134.801424 
L 81.526887 134.530305 
L 82.863689 144.851778 
L 83.53209 139.798286 
L 84.200491 133.130265 
L 85.537293 141.031454 
L 87.542496 145.881881 
L 88.210897 145.531953 
L 88.879298 143.264998 
L 89.547699 140.344864 
L 90.2161 145.523755 
L 90.884502 139.392432 
L 91.552903 144.400325 
L 92.221304 140.239967 
L 92.889705 140.098902 
L 93.558106 141.90025 
L 94.226507 136.165827 
L 94.894908 141.575349 
L 95.563309 142.416829 
L 96.23171 144.424718 
L 96.900111 141.780132 
L 97.568512 140.098347 
L 98.236913 138.889428 
L 98.905314 139.507062 
L 99.573715 141.583472 
L 100.242116 140.909147 
L 100.910517 144.334576 
L 101.578918 142.443006 
L 102.247319 142.267733 
L 102.915721 144.766324 
L 103.584122 144.757182 
L 104.252523 143.539703 
L 105.589325 142.019075 
L 106.257726 140.931295 
L 106.926127 144.166046 
L 107.594528 139.088254 
L 108.262929 140.26165 
L 108.93133 142.964227 
L 109.599731 140.724326 
L 110.268132 142.107081 
L 110.936533 144.74669 
L 111.604934 143.942774 
L 112.273335 143.900537 
L 112.941736 139.922674 
L 113.610137 141.010169 
L 114.278538 139.63464 
L 114.94694 136.930659 
L 115.615341 140.689372 
L 116.283742 143.0683 
L 116.952143 142.282279 
L 117.620544 144.000765 
L 118.288945 144.902124 
L 119.625747 129.711549 
L 120.294148 135.315522 
L 120.962549 143.400367 
L 121.63095 145.096056 
L 122.299351 145.576566 
L 122.967752 143.784375 
L 123.636153 143.410918 
L 124.304554 144.253828 
L 124.972955 141.81439 
L 125.641356 143.149777 
L 126.309757 143.116338 
L 126.978159 140.453578 
L 127.64656 136.944497 
L 128.314961 143.616774 
L 128.983362 144.786006 
L 129.651763 142.190044 
L 130.320164 142.24024 
L 130.988565 144.159953 
L 131.656966 144.910063 
L 132.325367 144.926521 
L 132.993768 143.746559 
L 133.662169 142.203607 
L 134.33057 141.080216 
L 134.998971 138.694791 
L 135.667372 132.25139 
L 136.335773 141.43113 
L 137.004174 142.014306 
L 137.672575 144.073094 
L 139.009378 141.958812 
L 139.677779 137.694682 
L 140.34618 135.176894 
L 141.014581 141.238403 
L 141.682982 144.503373 
L 142.351383 144.253426 
L 143.019784 142.425375 
L 143.688185 142.089731 
L 144.356586 143.117973 
L 145.024987 136.282294 
L 145.693388 138.330634 
L 146.361789 141.005033 
L 147.698591 144.560336 
L 148.366992 145.427763 
L 149.035393 144.266325 
L 150.372195 135.208055 
L 151.040597 130.819865 
L 151.708998 134.253905 
L 152.377399 140.554595 
L 153.0458 143.569014 
L 153.714201 140.129165 
L 154.382602 143.044766 
L 155.051003 142.572776 
L 155.719404 141.839248 
L 156.387805 136.432762 
L 157.056206 127.161658 
L 157.724607 137.80705 
L 158.393008 140.931503 
L 159.061409 140.168121 
L 159.72981 139.084701 
L 160.398211 141.672836 
L 161.066612 143.662637 
L 161.735013 143.169386 
L 162.403414 141.332463 
L 163.071816 141.209247 
L 163.740217 136.438067 
L 164.408618 142.285571 
L 165.077019 136.815912 
L 165.74542 141.548403 
L 166.413821 143.161152 
L 167.082222 143.528257 
L 167.750623 144.103391 
L 168.419024 144.234309 
L 169.087425 141.132153 
L 169.755826 142.224643 
L 170.424227 141.426255 
L 171.092628 142.057325 
L 171.761029 143.684553 
L 172.42943 144.208097 
L 173.097831 138.432023 
L 173.766232 130.090033 
L 174.434633 139.533487 
L 175.103035 134.256318 
L 175.771436 141.886929 
L 176.439837 144.681566 
L 177.108238 142.184145 
L 177.776639 133.395195 
L 178.44504 128.466077 
L 179.781842 142.905185 
L 181.118644 144.379082 
L 181.787045 143.017666 
L 182.455446 143.994804 
L 183.123847 135.292103 
L 183.792248 130.183927 
L 184.460649 136.97714 
L 185.12905 141.240767 
L 185.797451 138.618941 
L 186.465852 143.892023 
L 187.134254 135.76158 
L 187.802655 137.762751 
L 188.471056 137.23651 
L 189.139457 135.047686 
L 189.807858 136.030352 
L 190.476259 140.365576 
L 191.14466 139.439317 
L 191.813061 137.661135 
L 192.481462 140.241134 
L 193.149863 144.169035 
L 193.818264 144.432274 
L 194.486665 142.887082 
L 195.155066 142.545822 
L 195.823467 142.5909 
L 196.491868 141.530814 
L 197.160269 141.778073 
L 197.82867 142.349724 
L 198.497071 139.048227 
L 199.165473 138.641844 
L 199.833874 143.335133 
L 200.502275 140.908461 
L 201.170676 137.910962 
L 201.839077 135.951422 
L 202.507478 135.363909 
L 203.175879 141.621201 
L 203.84428 141.887775 
L 204.512681 139.930232 
L 205.181082 142.20987 
L 205.849483 141.876231 
L 206.517884 142.554942 
L 207.186285 138.962337 
L 207.854686 144.054933 
L 208.523087 136.619822 
L 209.191488 143.623343 
L 209.859889 140.543848 
L 210.52829 142.559105 
L 211.196692 138.80057 
L 211.865093 142.572453 
L 212.533494 136.277876 
L 213.201895 138.514631 
L 213.870296 135.945135 
L 214.538697 132.516756 
L 215.207098 141.718249 
L 216.5439 139.887859 
L 217.212301 142.01165 
L 217.880702 136.655793 
L 218.549103 141.562786 
L 219.217504 139.588788 
L 219.885905 130.015972 
L 220.554306 136.796504 
L 221.222707 142.108363 
L 221.891108 140.950459 
L 222.559509 133.812517 
L 223.227911 137.442846 
L 224.564713 128.929712 
L 225.233114 137.43831 
L 225.901515 144.030176 
L 226.569916 141.85315 
L 227.906718 139.529371 
L 228.575119 136.091431 
L 229.24352 136.872841 
L 229.911921 142.130369 
L 230.580322 135.562173 
L 231.248723 135.853953 
L 231.917124 140.172687 
L 232.585525 140.066459 
L 233.253926 134.84711 
L 233.922327 137.630368 
L 234.590728 141.986983 
L 235.25913 144.683761 
L 235.927531 142.680708 
L 236.595932 139.716417 
L 237.264333 140.515638 
L 238.601135 145.134797 
L 239.269536 140.513103 
L 239.937937 139.182628 
L 240.606338 139.538138 
L 241.274739 141.170188 
L 241.94314 143.540775 
L 243.279942 133.634836 
L 243.948343 143.028201 
L 244.616744 135.5149 
L 245.285145 140.240337 
L 245.953546 142.292503 
L 246.621947 136.528257 
L 247.290349 140.430514 
L 247.95875 142.114852 
L 248.627151 137.924329 
L 249.295552 136.727121 
L 249.963953 140.802632 
L 250.632354 140.100285 
L 251.300755 136.442358 
L 251.969156 140.421595 
L 253.305958 138.216866 
L 253.974359 142.450094 
L 254.64276 144.113631 
L 255.311161 140.86532 
L 255.979562 143.87189 
L 256.647963 143.458787 
L 257.316364 139.030213 
L 257.984765 140.006536 
L 258.653166 139.39942 
L 259.321568 131.868804 
L 260.65837 140.499535 
L 261.326771 143.372726 
L 261.995172 142.761082 
L 262.663573 140.146366 
L 263.331974 139.952175 
L 264.000375 143.367548 
L 264.668776 144.360633 
L 265.337177 142.632993 
L 266.673979 135.533515 
L 267.34238 141.826359 
L 268.010781 143.102432 
L 268.679182 138.175638 
L 269.347583 140.348629 
L 270.015984 140.992876 
L 270.684385 144.721512 
L 271.352787 144.006596 
L 272.021188 140.164892 
L 272.689589 134.237472 
L 273.35799 130.662519 
L 274.026391 141.192865 
L 274.694792 134.927133 
L 275.363193 133.692095 
L 276.031594 141.537792 
L 276.699995 142.964864 
L 278.036797 138.325801 
L 278.705198 142.938456 
L 279.373599 139.008443 
L 280.042 138.901805 
L 280.710401 142.146234 
L 281.378802 139.203349 
L 282.047203 134.889819 
L 282.715604 142.798814 
L 283.384006 137.022855 
L 284.052407 136.770597 
L 284.720808 143.066855 
L 285.389209 139.253091 
L 286.05761 137.186105 
L 286.726011 144.847357 
L 287.394412 138.069976 
L 288.062813 139.258821 
L 288.731214 140.09053 
L 289.399615 140.271057 
L 290.068016 135.739288 
L 290.736417 139.952012 
L 291.404818 138.802992 
L 292.073219 141.69754 
L 292.74162 139.918699 
L 293.410021 142.828162 
L 294.078422 144.074677 
L 294.746823 140.811253 
L 295.415225 135.129612 
L 296.083626 134.415095 
L 296.752027 141.640826 
L 297.420428 139.162342 
L 298.088829 141.503007 
L 298.75723 143.114564 
L 299.425631 139.764289 
L 300.094032 140.603463 
L 300.762433 142.024681 
L 301.430834 142.844476 
L 302.099235 142.474697 
L 302.767636 143.9455 
L 304.104438 139.529329 
L 304.772839 139.868302 
L 305.44124 141.107081 
L 306.109641 143.735918 
L 306.778042 142.818904 
L 307.446444 139.433934 
L 308.114845 134.974051 
L 308.783246 132.620873 
L 309.451647 141.772857 
L 310.120048 143.142637 
L 310.788449 136.319289 
L 311.45685 140.142791 
L 312.125251 141.990436 
L 312.793652 137.346375 
L 313.462053 138.288205 
L 314.130454 140.101623 
L 314.798855 143.176666 
L 315.467256 140.824481 
L 316.135657 137.163892 
L 316.804058 142.749995 
L 317.472459 141.405538 
L 318.14086 140.576476 
L 318.809261 138.907934 
L 319.477663 141.862687 
L 320.146064 140.20936 
L 320.814465 132.55922 
L 321.482866 131.407699 
L 322.151267 140.655526 
L 322.819668 142.132567 
L 323.488069 140.44799 
L 324.15647 140.00175 
L 325.493272 131.905507 
L 326.161673 139.851327 
L 326.830074 140.388891 
L 327.498475 144.274819 
L 328.166876 140.841497 
L 328.835277 139.188431 
L 329.503678 135.950256 
L 330.172079 139.933342 
L 330.84048 138.417676 
L 331.508882 132.406683 
L 332.177283 136.052894 
L 332.845684 141.47486 
L 333.514085 144.365247 
L 334.182486 143.40599 
L 334.850887 139.097552 
L 335.519288 138.248501 
L 336.187689 137.913042 
L 336.85609 138.716335 
L 337.524491 141.950245 
L 338.192892 140.077307 
L 338.861293 134.465335 
L 339.529694 141.045433 
L 340.198095 139.562317 
L 340.866496 143.741153 
L 341.534897 135.639297 
L 342.203298 133.577524 
L 342.871699 134.589619 
L 343.540101 133.559854 
L 344.208502 138.343633 
L 344.876903 138.878425 
L 345.545304 144.190116 
L 346.213705 138.269985 
L 346.882106 140.121154 
L 347.550507 143.504431 
L 348.218908 140.402933 
L 348.887309 143.39505 
L 349.55571 140.166263 
L 350.224111 141.521927 
L 350.892512 145.40142 
L 351.560913 141.526071 
L 352.229314 140.813984 
L 352.897715 140.720686 
L 353.566116 136.826501 
L 354.234517 136.122794 
L 354.902918 138.967623 
L 355.57132 139.170618 
L 356.239721 140.416701 
L 356.908122 138.873715 
L 357.576523 134.260133 
L 358.913325 139.419766 
L 359.581726 141.190026 
L 360.250127 142.385132 
L 360.918528 140.610551 
L 361.586929 142.098799 
L 362.25533 141.956883 
L 363.592132 135.03279 
L 364.260533 139.809144 
L 364.928934 138.043174 
L 365.597335 142.806593 
L 366.265736 137.683936 
L 366.934137 135.426037 
L 367.602539 134.891467 
L 368.27094 137.742929 
L 368.939341 138.912067 
L 369.607742 143.222952 
L 370.276143 135.356979 
L 370.944544 130.072108 
L 371.612945 138.269521 
L 372.281346 141.568203 
L 372.281346 141.568203 
" style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_13">
    <g id="patch_15">
     <path d="M 18.697188 136.637868 
L 29.458438 136.637868 
Q 31.858438 136.637868 31.858438 134.237868 
L 31.858438 126.495368 
Q 31.858438 124.095368 29.458438 124.095368 
L 18.697188 124.095368 
Q 16.297188 124.095368 16.297188 126.495368 
L 16.297188 134.237868 
Q 16.297188 136.637868 18.697188 136.637868 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- FD -->
    <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-46"/>
     <use x="57.519531" xlink:href="#DejaVuSans-44"/>
    </g>
   </g>
   <g id="text_14">
    <g id="patch_16">
     <path d="M 290.289663 133.502243 
L 365.209663 133.502243 
Q 366.409663 133.502243 366.409663 132.302243 
L 366.409663 128.430993 
Q 366.409663 127.230993 365.209663 127.230993 
L 290.289663 127.230993 
Q 289.089663 127.230993 289.089663 128.430993 
L 289.089663 132.302243 
Q 289.089663 133.502243 290.289663 133.502243 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 0.790 $\bullet$ mean: 0.237 $\bullet$ $\sigma$: 0.133 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.095703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.71875 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1267.341797 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1330.964844 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.751953 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.349609 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.136719 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.515625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.207031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1585.994141 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.617188 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.49 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 133.736375)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-34"/>
     <use x="159.033203" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#p04bf95c8b7)">
    <image height="947" id="image8c9417a61b" transform="matrix(4 0 0 0.135164 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOzCAYAAAB5/2xqAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQWNRLjm1deefG3TSBIAAAAAAJxi2HJDxgY5uBsyvkU9Jg4NAJ5jAY9ODX4UQAsiAAAAAElFTkSuQmCC"/>
   </g>
   <g id="matplotlib.axis_11"/>
   <g id="matplotlib.axis_12"/>
  </g>
  <g id="axes_7">
   <g id="patch_18">
    <path d="M 18.697188 278.112 
L 372.281346 278.112 
L 372.281346 150.37824 
L 18.697188 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#p88a789ccd9)">
    <image height="128.16" id="image8977f2060d" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
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" y="-149.952"/>
   </g>
   <g id="matplotlib.axis_13">
    <g id="xtick_26">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="m4e38a76422" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m4e38a76422" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-30"/>
       <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
       <use x="95.410156" xlink:href="#DejaVuSans-30"/>
       <use x="159.033203" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_27">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m4e38a76422" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 106.00 -->
      <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-30"/>
       <use x="127.246094" xlink:href="#DejaVuSans-36"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_28">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m4e38a76422" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 212.00 -->
      <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_29">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m4e38a76422" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 318.00 -->
      <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-33"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-38"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_30">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m4e38a76422" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 424.00 -->
      <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-34"/>
       <use x="63.623047" xlink:href="#DejaVuSans-32"/>
       <use x="127.246094" xlink:href="#DejaVuSans-34"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="text_21">
     <!-- time (s) -->
     <defs>
      <path d="M 18.3125 70.21875 
L 18.3125 54.6875 
L 36.8125 54.6875 
L 36.8125 47.703125 
L 18.3125 47.703125 
L 18.3125 18.015625 
Q 18.3125 11.328125 20.140625 9.421875 
Q 21.96875 7.515625 27.59375 7.515625 
L 36.8125 7.515625 
L 36.8125 0 
L 27.59375 0 
Q 17.1875 0 13.234375 3.875 
Q 9.28125 7.765625 9.28125 18.015625 
L 9.28125 47.703125 
L 2.6875 47.703125 
L 2.6875 54.6875 
L 9.28125 54.6875 
L 9.28125 70.21875 
z
" id="DejaVuSans-74"/>
      <path d="M 9.421875 54.6875 
L 18.40625 54.6875 
L 18.40625 0 
L 9.421875 0 
z
M 9.421875 75.984375 
L 18.40625 75.984375 
L 18.40625 64.59375 
L 9.421875 64.59375 
z
" id="DejaVuSans-69"/>
      <path d="M 31 75.875 
Q 24.46875 64.65625 21.28125 53.65625 
Q 18.109375 42.671875 18.109375 31.390625 
Q 18.109375 20.125 21.3125 9.0625 
Q 24.515625 -2 31 -13.1875 
L 23.1875 -13.1875 
Q 15.875 -1.703125 12.234375 9.375 
Q 8.59375 20.453125 8.59375 31.390625 
Q 8.59375 42.28125 12.203125 53.3125 
Q 15.828125 64.359375 23.1875 75.875 
z
" id="DejaVuSans-28"/>
      <path d="M 44.28125 53.078125 
L 44.28125 44.578125 
Q 40.484375 46.53125 36.375 47.5 
Q 32.28125 48.484375 27.875 48.484375 
Q 21.1875 48.484375 17.84375 46.4375 
Q 14.5 44.390625 14.5 40.28125 
Q 14.5 37.15625 16.890625 35.375 
Q 19.28125 33.59375 26.515625 31.984375 
L 29.59375 31.296875 
Q 39.15625 29.25 43.1875 25.515625 
Q 47.21875 21.78125 47.21875 15.09375 
Q 47.21875 7.46875 41.1875 3.015625 
Q 35.15625 -1.421875 24.609375 -1.421875 
Q 20.21875 -1.421875 15.453125 -0.5625 
Q 10.6875 0.296875 5.421875 2 
L 5.421875 11.28125 
Q 10.40625 8.6875 15.234375 7.390625 
Q 20.0625 6.109375 24.8125 6.109375 
Q 31.15625 6.109375 34.5625 8.28125 
Q 37.984375 10.453125 37.984375 14.40625 
Q 37.984375 18.0625 35.515625 20.015625 
Q 33.0625 21.96875 24.703125 23.78125 
L 21.578125 24.515625 
Q 13.234375 26.265625 9.515625 29.90625 
Q 5.8125 33.546875 5.8125 39.890625 
Q 5.8125 47.609375 11.28125 51.796875 
Q 16.75 56 26.8125 56 
Q 31.78125 56 36.171875 55.265625 
Q 40.578125 54.546875 44.28125 53.078125 
z
" id="DejaVuSans-73"/>
      <path d="M 8.015625 75.875 
L 15.828125 75.875 
Q 23.140625 64.359375 26.78125 53.3125 
Q 30.421875 42.28125 30.421875 31.390625 
Q 30.421875 20.453125 26.78125 9.375 
Q 23.140625 -1.703125 15.828125 -13.1875 
L 8.015625 -13.1875 
Q 14.5 -2 17.703125 9.0625 
Q 20.90625 20.125 20.90625 31.390625 
Q 20.90625 42.671875 17.703125 53.65625 
Q 14.5 64.65625 8.015625 75.875 
z
" id="DejaVuSans-29"/>
     </defs>
     <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
      <use xlink:href="#DejaVuSans-74"/>
      <use x="39.208984" xlink:href="#DejaVuSans-69"/>
      <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
      <use x="164.404297" xlink:href="#DejaVuSans-65"/>
      <use x="225.927734" xlink:href="#DejaVuSans-20"/>
      <use x="257.714844" xlink:href="#DejaVuSans-28"/>
      <use x="296.728516" xlink:href="#DejaVuSans-73"/>
      <use x="348.828125" xlink:href="#DejaVuSans-29"/>
     </g>
    </g>
   </g>
   <g id="matplotlib.axis_14"/>
  </g>
 </g>
 <defs>
  <clipPath id="pfa5bb499ad">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p4cf6ecb634">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="padd5bfab9a">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p13adeb237f">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p92ae77d342">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p04bf95c8b7">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p88a789ccd9">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>